/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:42: UserWarning: DEPRECATED: skimage.measure.compare_psnr has been moved to skimage.metrics.peak_signal_noise_ratio. It will be removed from skimage.measure in version 0.18.
/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:96: UserWarning: DEPRECATED: skimage.measure.compare_psnr has been moved to skimage.metrics.peak_signal_noise_ratio. It will be removed from skimage.measure in version 0.18.
/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:102: UserWarning: DEPRECATED: skimage.measure.compare_psnr has been moved to skimage.metrics.peak_signal_noise_ratio. It will be removed from skimage.measure in version 0.18.
/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:103: UserWarning: DEPRECATED: skimage.measure.compare_psnr has been moved to skimage.metrics.peak_signal_noise_ratio. It will be removed from skimage.measure in version 0.18.
 DRED (NLM) 0001/15000 Loss 0.190736 psnrs: y: 25.33 psnr_noisy: 8.96 net: 8.90 x: 14.67 x-u: 25.33 avg: 15.05
 DRED (NLM) 0010/15000 Loss 0.010748 psnrs: y: 25.33 psnr_noisy: 21.53 net: 23.21 x: 22.75 x-u: 25.33 avg: 15.79
 DRED (NLM) 0050/15000 Loss 0.007975 psnrs: y: 25.33 psnr_noisy: 22.53 net: 24.93 x: 25.84 x-u: 25.14 avg: 18.45
 DRED (NLM) 0100/15000 Loss 0.007521 psnrs: y: 25.33 psnr_noisy: 22.85 net: 25.74 x: 26.03 x-u: 25.57 avg: 21.37
 DRED (NLM) 0250/15000 Loss 0.010350 psnrs: y: 25.33 psnr_noisy: 22.05 net: 24.02 x: 25.62 x-u: 26.91 avg: 25.12
 DRED (NLM) 0500/15000 Loss 0.007582 psnrs: y: 25.33 psnr_noisy: 23.14 net: 25.99 x: 27.03 x-u: 27.27 avg: 26.45
 DRED (NLM) 2000/15000 Loss 0.004209 psnrs: y: 25.33 psnr_noisy: 23.97 net: 28.43 x: 28.45 x-u: 28.34 avg: 28.41
 DRED (NLM) 3500/15000 Loss 0.003839 psnrs: y: 25.33 psnr_noisy: 24.26 net: 29.12 x: 29.21 x-u: 29.22 avg: 29.13
 DRED (NLM) 5000/15000 Loss 0.003412 psnrs: y: 25.33 psnr_noisy: 24.80 net: 30.99 x: 30.86 x-u: 30.76 avg: 30.70
 DRED (NLM) 6000/15000 Loss 0.007630 psnrs: y: 25.33 psnr_noisy: 23.32 net: 26.23 x: 26.03 x-u: 25.86 avg: 27.00
 DRED (NLM) 7000/15000 Loss 0.004384 psnrs: y: 25.33 psnr_noisy: 23.78 net: 27.46 x: 27.53 x-u: 27.56 avg: 27.47
 DRED (NLM) 8000/15000 Loss 0.004174 psnrs: y: 25.33 psnr_noisy: 23.95 net: 27.92 x: 27.95 x-u: 27.90 avg: 27.89
 DRED (NLM) 10000/15000 Loss 0.004256 psnrs: y: 25.33 psnr_noisy: 24.10 net: 28.28 x: 28.35 x-u: 28.49 avg: 28.62
 DRED (NLM) 12000/15000 Loss 0.003579 psnrs: y: 25.33 psnr_noisy: 24.62 net: 30.08 x: 30.13 x-u: 30.11 avg: 29.95
 DRED (NLM) 12617/15000 Loss 0.003489 psnrs: y: 25.33 psnr_noisy: 24.72 net: 30.43 x: 30.45 x-u: 30.42 avg: 30.33